{"id":1171,"date":"2023-07-27T10:03:32","date_gmt":"2023-07-27T10:03:32","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%aa%d8%b1%d9%83-%d8%a7%d9%84%d8%aa%d8%ad%d9%82%d9%82-%d9%85%d9%86-%d8%b5%d8%ad%d8%a9-%d8%ae%d8%a7%d8%b1%d8%ac-%d9%81%d9%8a-%d8%b5\/"},"modified":"2023-07-27T10:03:32","modified_gmt":"2023-07-27T10:03:32","slug":"%d8%aa%d8%b1%d9%83-%d8%a7%d9%84%d8%aa%d8%ad%d9%82%d9%82-%d9%85%d9%86-%d8%b5%d8%ad%d8%a9-%d8%ae%d8%a7%d8%b1%d8%ac-%d9%81%d9%8a-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%aa%d8%b1%d9%83-%d8%a7%d9%84%d8%aa%d8%ad%d9%82%d9%82-%d9%85%d9%86-%d8%b5%d8%ad%d8%a9-%d8%ae%d8%a7%d8%b1%d8%ac-%d9%81%d9%8a-%d8%b5\/","title":{"rendered":"\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a r (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0645\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0642\u064a\u0627\u0633 \u0645\u062f\u0649 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u064f\u0639\u0631\u0641 \u0625\u062d\u062f\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0627\u0633\u0645 <a href=\"https:\/\/statorials.org\/ar\/\u062a\u0631\u0643-\u0627\u0644\u062a\u062d\u0642\u0642-\u0645\u0646-\u0635\u062d\u0629-\u0627\u0644\u0635\u0644\u064a\u0628-\u0648\u0627\u062d\u062f\/\" target=\"_blank\" rel=\"noopener noreferrer\">&#8220;\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629&#8221; (LOOCV)<\/a> \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>1.<\/strong> \u0642\u0645 \u0628\u062a\u0642\u0633\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0628\u0627\u0633\u062a\u062b\u0646\u0627\u0621 \u0645\u0644\u0627\u062d\u0638\u0629 \u0648\u0627\u062d\u062f\u0629 \u0643\u062c\u0632\u0621 \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>2.<\/strong> \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0641\u0642\u0637.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>3.<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0642\u064a\u0645\u0629 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629 \u0627\u0644\u0645\u0633\u062a\u0628\u0639\u062f\u0629 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623 (MSE).<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>4.<\/strong> \u0643\u0631\u0631 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 <em>\u0645\u0631\u0627\u062a<\/em> . \u0627\u062d\u0633\u0628 \u0627\u062e\u062a\u0628\u0627\u0631 MSE \u0643\u0645\u062a\u0648\u0633\u0637 \u0644\u062c\u0645\u064a\u0639 \u0627\u062e\u062a\u0628\u0627\u0631 MSEs.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 LOOCV \u0641\u064a R \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <a href=\"https:\/\/www.rdocumentation.org\/packages\/caret\/versions\/6.0-86\/topics\/trainControl\" target=\"_blank\" rel=\"noopener noreferrer\">TrainControl()<\/a> \u0645\u0646 \u0645\u0643\u062a\u0628\u0629 <strong>\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0625\u0642\u062d\u0627\u0645<\/strong> \u0641\u064a R.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0642\u062f\u0645 \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062b\u0627\u0644\u0627\u064b \u0633\u0631\u064a\u0639\u064b\u0627 \u0644\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0648\u0638\u064a\u0641\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 LOOCV \u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639\u064a\u0646 \u0641\u064a R.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0625\u062c\u0627\u0632\u0629 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a R<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0641\u064a R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data.frame(y=c(6, 8, 12, 14, 14, 15, 17, 22, 24, 23),\n                 x1=c(2, 5, 4, 3, 4, 6, 7, 5, 8, 9),\n                 x2=c(14, 12, 12, 13, 7, 8, 7, 4, 6, 5))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\ny x1 x2\n6 2 14\n8 5 12\n12 4 12\n14 3 13\n14 4 7\n15 6 8\n17 7 7\n22 5 4\n24 8 6\n23 9 5\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0645\u0644\u0627\u0621\u0645\u0629 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0627\u0644\u062e\u0637\u064a-\u0627\u0644\u0645\u062a\u0639\u062f\u062f-\u0635\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f<\/a> \u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u0630\u0647 \u0641\u064a R \u0648\u062a\u0646\u0641\u064a\u0630 LOOCV \u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (caret)<\/span>\n\n#specify the cross-validation method<\/span>\nctrl &lt;- trainControl(method = \" <span style=\"color: #008000;\">LOOCV<\/span> \")\n\n<span style=\"color: #008080;\">#fit a regression model and use LOOCV to evaluate performance\n<\/span>model &lt;- train(y ~ x1 + x2, data = df, method = \" <span style=\"color: #008000;\">lm<\/span> \", trControl = ctrl)\n\n<span style=\"color: #008080;\">#view summary of LOOCV               \n<\/span>print(model)\n\nLinear Regression \n\n10 samples\n 2 predictors\n\nNo pre-processing\nResampling: Leave-One-Out Cross-Validation \nSummary of sample sizes: 9, 9, 9, 9, 9, 9, ... \nResampling results:\n\n  RMSE Rsquared MAE     \n  3.619456 0.6186766 3.146155\n\nTuning parameter 'intercept' was held constant at a value of TRUE\n<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0646\u062a\u064a\u062c\u0629:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 10 \u0639\u064a\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0628\u0646\u0627\u0621 10 \u0646\u0645\u0627\u0630\u062c. \u0627\u0633\u062a\u062e\u062f\u0645 \u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0645\u062a\u063a\u064a\u0631\u064a\u0646 \u0645\u062a\u0648\u0642\u0639\u064a\u0646.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0645 \u062a\u062a\u0645 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629. \u0623\u064a \u0623\u0646\u0646\u0627 \u0644\u0645 <a href=\"https:\/\/statorials.org\/ar\/\u0643\u064a\u0641\u064a\u0629-\u062a\u0637\u0628\u064a\u0639-\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0646\u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a> \u0628\u0623\u064a \u0634\u0643\u0644 \u0645\u0646 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0642\u0628\u0644 \u0645\u0644\u0627\u0621\u0645\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0643\u0627\u0646\u062a \u0637\u0631\u064a\u0642\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u0634\u0643\u064a\u0644 \u0627\u0644\u062a\u064a \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627\u0647\u0627 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0639\u064a\u0646\u0627\u062a \u0627\u0644\u0639\u0634\u0631\u0629 \u0647\u064a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0625\u062c\u0627\u0632\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0643\u0627\u0646 \u062d\u062c\u0645 \u0627\u0644\u0639\u064a\u0646\u0629 \u0644\u0643\u0644 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 9.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>RMSE:<\/strong> \u062c\u0630\u0631 \u0645\u062a\u0648\u0633\u0637 \u0645\u0631\u0628\u0639 \u0627\u0644\u062e\u0637\u0623. \u064a\u0642\u064a\u0633 \u0647\u0630\u0627 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0643\u0644\u0645\u0627 \u0627\u0646\u062e\u0641\u0636 \u0645\u0624\u0634\u0631 RMSE\u060c \u0632\u0627\u062f\u062a \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>Rsquared:<\/strong> \u0647\u0630\u0627 \u0645\u0642\u064a\u0627\u0633 \u0644\u0644\u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0643\u0644\u0645\u0627 \u0627\u0631\u062a\u0641\u0639 \u0645\u0631\u0628\u0639 R\u060c \u0632\u0627\u062f\u062a \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>MAE:<\/strong> \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062e\u0637\u0623 \u0627\u0644\u0645\u0637\u0644\u0642. \u0647\u0630\u0627 \u0647\u0648 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0645\u0637\u0644\u0642 \u0628\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u0643\u0644\u0645\u0627 \u0627\u0646\u062e\u0641\u0636 MAE\u060c \u0632\u0627\u062f\u062a \u062f\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0643\u0644 \u0642\u064a\u0627\u0633 \u0645\u0646 \u0627\u0644\u0642\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u0645\u0642\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0646\u062a\u064a\u062c\u0629 (RMSE \u0648R-squared \u0648MAE) \u064a\u0639\u0637\u064a\u0646\u0627 \u0641\u0643\u0631\u0629 \u0639\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0646\u062d\u0646 \u0639\u0627\u062f\u0629\u064b \u0646\u0644\u0627\u0626\u0645 \u0639\u062f\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062e\u062a\u0644\u0641\u0629 \u0648\u0646\u0642\u0627\u0631\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062b\u0644\u0627\u062b\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0645\u0639\u0631\u0648\u0636\u0629 \u0647\u0646\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0646\u062a\u062c \u0623\u0642\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u062e\u0637\u0623 \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0641\u0647\u0648 \u0623\u0641\u0636\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0644\u062a\u0642\u064a\u064a\u0645 \u0623\u062f\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0645\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0642\u064a\u0627\u0633 \u0645\u062f\u0649 \u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0635\u0648\u062f\u0629. \u062a\u064f\u0639\u0631\u0641 \u0625\u062d\u062f\u0649 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0626\u0639 \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643 \u0628\u0627\u0633\u0645 &#8220;\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629&#8221; (LOOCV) \u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629: 1. \u0642\u0645 \u0628\u062a\u0642\u0633\u064a\u0645 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0628\u0627\u0633\u062a\u062b\u0646\u0627\u0621 \u0645\u0644\u0627\u062d\u0638\u0629 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a R (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 (LOOCV) \u0641\u064a R\u060c \u0645\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ar\/\u062a\u0631\u0643-\u0627\u0644\u062a\u062d\u0642\u0642-\u0645\u0646-\u0635\u062d\u0629-\u062e\u0627\u0631\u062c-\u0641\u064a-\u0635\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a R (\u0645\u0639 \u0623\u0645\u062b\u0644\u0629)\" \/>\n<meta property=\"og:description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 (LOOCV) \u0641\u064a R\u060c \u0645\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ar\/\u062a\u0631\u0643-\u0627\u0644\u062a\u062d\u0642\u0642-\u0645\u0646-\u0635\u062d\u0629-\u062e\u0627\u0631\u062c-\u0641\u064a-\u0635\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T10:03:32+00:00\" \/>\n<meta name=\"author\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 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